{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2D image transformation demo\n",
    "\n",
    "This demo shows how to apply 2D transforms in MONAI.\n",
    "Main features:\n",
    "    - Random elastic transforms implemented in native Pytorch\n",
    "    - Easy-to-use interfaces that are designed and implemented in the pythonic way\n",
    "    \n",
    "Find out more in MONAI's wiki page: https://github.com/Project-MONAI/MONAI/wiki"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Before running this demo\n",
    "**please download the GLAS (gland segmentation in histology images) challenge data from:**\n",
    "https://warwick.ac.uk/fac/sci/dcs/research/tia/glascontest/download/\n",
    "\n",
    "The dataset used in this competition is provided for research purposes only. Commercial uses are not allowed.\n",
    "\n",
    "If you intend to publish research work that uses this dataset, you must cite our review paper to be published after the competition\n",
    "\n",
    "K. Sirinukunwattana, J. P. W. Pluim, H. Chen, X Qi, P. Heng, Y. Guo, L. Wang, B. J. Matuszewski, E. Bruni, U. Sanchez, A. Böhm, O. Ronneberger, B. Ben Cheikh, D. Racoceanu, P. Kainz, M. Pfeiffer, M. Urschler, D. R. J. Snead, N. M. Rajpoot, \"Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest\" http://arxiv.org/abs/1603.00275 [Preprint]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`wget https://warwick.ac.uk/fac/sci/dcs/research/tia/glascontest/download/warwick_qu_dataset_released_2016_07_08.zip`\n",
    "\n",
    "`unzip warwick_qu_dataset_released_2016_07_08.zip`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MONAI version: 0.0.1\n",
      "Python version: 3.5.6 |Anaconda, Inc.| (default, Aug 26 2018, 16:30:03)  [GCC 4.2.1 Compatible Clang 4.0.1 (tags/RELEASE_401/final)]\n",
      "Numpy version: 1.18.2\n",
      "Pytorch version: 1.4.0\n",
      "Ignite version: 0.3.0\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import sys\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "import monai\n",
    "from monai.transforms import Affine, Rand2DElastic\n",
    "\n",
    "monai.config.print_config()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_name = './Warwick QU Dataset (Released 2016_07_08)/train_22.bmp'\n",
    "seg_name = './Warwick QU Dataset (Released 2016_07_08)/train_22_anno.bmp'\n",
    "im = np.array(Image.open(img_name))\n",
    "seg = np.array(Image.open(seg_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(522, 775, 3) (522, 775)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1,2)\n",
    "axes[0].imshow(im)\n",
    "axes[1].imshow(seg)\n",
    "print(im.shape, seg.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Affine transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 300, 400) (1, 300, 400)\n"
     ]
    }
   ],
   "source": [
    "from monai.transforms import Affine\n",
    "\n",
    "# MONAI transforms always take channel-first data: [channel x H x W]\n",
    "im_data = np.moveaxis(im, -1, 0)  # make them channel first\n",
    "seg_data = np.expand_dims(seg, 0)  # make a channel for the segmentation\n",
    "\n",
    "# create an Affine transform\n",
    "affine = Affine(rotate_params=np.pi/4, scale_params=(1.2, 1.2), translate_params=(200, 40), \n",
    "                padding_mode='zeros', device=torch.device('cuda:0'))\n",
    "# convert both image and segmentation using different interpolation mode\n",
    "new_img = affine(im_data, (300, 400), mode='bilinear')\n",
    "new_seg = affine(seg_data, (300, 400), mode='nearest')\n",
    "print(new_img.shape, new_seg.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fda28395cc0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1,2)\n",
    "axes[0].imshow(np.moveaxis(new_img.astype(int), 0, -1))\n",
    "axes[1].imshow(new_seg[0].astype(int))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Elastic deformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 224, 224) (1, 224, 224)\n"
     ]
    }
   ],
   "source": [
    "from monai.transforms import Rand2DElastic\n",
    "\n",
    "# create an elsatic deformation transform\n",
    "deform = Rand2DElastic(prob=1.0, spacing=(30, 30), magnitude_range=(5, 6),\n",
    "                       rotate_range=(np.pi/4,), scale_range=(0.2, 0.2), translate_range=(100, 100), \n",
    "                       padding_mode='zeros', device=torch.device('cuda:0'))\n",
    "# transform both image and segmentation using different interpolation mode\n",
    "deform.set_random_state(seed=123)\n",
    "new_img = deform(im_data, (224, 224), mode='bilinear')\n",
    "deform.set_random_state(seed=123)\n",
    "new_seg = deform(seg_data, (224, 224), mode='nearest')\n",
    "print(new_img.shape, new_seg.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fda18a53908>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1,2)\n",
    "axes[0].imshow(np.moveaxis(new_img.astype(int), 0, -1))\n",
    "axes[1].imshow(new_seg[0].astype(int))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
